Overview
Brought to you by YData
Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 586642 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 44.8 MiB |
| Average record size in memory | 80.0 B |
Variable types
| Numeric | 7 |
|---|---|
| Text | 1 |
| Categorical | 1 |
| DateTime | 1 |
Data speed is highly overall correlated with Packet speed | High correlation |
Packet speed is highly overall correlated with Data speed | High correlation |
Attack code is highly imbalanced (86.1%) | Imbalance |
Source IP count is highly skewed (γ1 = 20.64839776) | Skewed |
Port number has 138720 (23.6%) zeros | Zeros |
Avg packet len has 95644 (16.3%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-20 16:29:00.770159 |
|---|---|
| Analysis finished | 2025-03-20 16:29:10.936008 |
| Duration | 10.17 seconds |
| Software version | ydata-profiling vv4.15.0 |
| Download configuration | config.json |
Variables
Attack ID
Real number (ℝ)
| Distinct | 134769 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81774.73 |
| Minimum | 1 |
|---|---|
| Maximum | 134769 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3884 |
| Q1 | 45107.25 |
| median | 93556 |
| Q3 | 121627 |
| 95-th percentile | 131719 |
| Maximum | 134769 |
| Range | 134768 |
| Interquartile range (IQR) | 76519.75 |
Descriptive statistics
| Standard deviation | 42440.014 |
|---|---|
| Coefficient of variation (CV) | 0.5189869 |
| Kurtosis | -1.105818 |
| Mean | 81774.73 |
| Median Absolute Deviation (MAD) | 32803 |
| Skewness | -0.49731565 |
| Sum | 4.7972491 × 1010 |
| Variance | 1.8011547 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 95972 | 12534 | 2.1% |
| 84340 | 6443 | 1.1% |
| 24243 | 5300 | 0.9% |
| 93249 | 4995 | 0.9% |
| 126513 | 3573 | 0.6% |
| 24113 | 3226 | 0.5% |
| 84337 | 3155 | 0.5% |
| 3188 | 2646 | 0.5% |
| 51781 | 1966 | 0.3% |
| 1043 | 1885 | 0.3% |
| Other values (134759) | 540919 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 2 | |
| 4 | 1 | |
| 5 | 2 | |
| 6 | 1 | |
| 7 | 2 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 134769 | 1 | < 0.1% |
| 134768 | 2 | |
| 134767 | 1 | < 0.1% |
| 134766 | 1 | < 0.1% |
| 134765 | 2 | |
| 134764 | 3 | |
| 134763 | 1 | < 0.1% |
| 134762 | 2 | |
| 134761 | 4 | |
| 134760 | 2 |
Detect count
Real number (ℝ)
| Distinct | 12534 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 359.30195 |
| Minimum | 1 |
|---|---|
| Maximum | 12534 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 16 |
| Q3 | 176 |
| 95-th percentile | 1708 |
| Maximum | 12534 |
| Range | 12533 |
| Interquartile range (IQR) | 174 |
Descriptive statistics
| Standard deviation | 1199.8967 |
|---|---|
| Coefficient of variation (CV) | 3.3395219 |
| Kurtosis | 43.35277 |
| Mean | 359.30195 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 6.0803895 |
| Sum | 2.1078162 × 108 |
| Variance | 1439752.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 134769 | |
| 2 | 48500 | 8.3% |
| 3 | 24559 | 4.2% |
| 4 | 16201 | 2.8% |
| 5 | 12135 | 2.1% |
| 6 | 9842 | 1.7% |
| 7 | 8205 | 1.4% |
| 8 | 7050 | 1.2% |
| 9 | 6115 | 1.0% |
| 10 | 5328 | 0.9% |
| Other values (12524) | 313938 |
| Value | Count | Frequency (%) |
| 1 | 134769 | |
| 2 | 48500 | 8.3% |
| 3 | 24559 | 4.2% |
| 4 | 16201 | 2.8% |
| 5 | 12135 | 2.1% |
| 6 | 9842 | 1.7% |
| 7 | 8205 | 1.4% |
| 8 | 7050 | 1.2% |
| 9 | 6115 | 1.0% |
| 10 | 5328 | 0.9% |
| Value | Count | Frequency (%) |
| 12534 | 1 | |
| 12533 | 1 | |
| 12532 | 1 | |
| 12531 | 1 | |
| 12530 | 1 | |
| 12529 | 1 | |
| 12528 | 1 | |
| 12527 | 1 | |
| 12526 | 1 | |
| 12525 | 1 |
Victim IP
Text
| Distinct | 18200 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.5 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.1429833 |
| Min length | 7 |
Unique
| Unique | 10068 ? |
|---|---|
| Unique (%) | 1.7% |
Sample
| 1st row | IP_0001 |
|---|---|
| 2nd row | IP_0002 |
| 3rd row | IP_0003 |
| 4th row | IP_0003 |
| 5th row | IP_0002 |
| Value | Count | Frequency (%) |
| ip_0151 | 134155 | |
| ip_0040 | 21553 | 3.7% |
| ip_0202 | 21322 | 3.6% |
| ip_0006 | 19880 | 3.4% |
| ip_0010 | 18257 | 3.1% |
| ip_0017 | 16867 | 2.9% |
| ip_0074 | 16759 | 2.9% |
| ip_0024 | 15194 | 2.6% |
| ip_0965 | 13592 | 2.3% |
| ip_15194 | 12608 | 2.1% |
| Other values (18190) | 296455 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 729485 | |
| I | 586642 | |
| P | 586642 | |
| _ | 586642 | |
| 1 | 516352 | |
| 5 | 294489 | |
| 2 | 178133 | 4.3% |
| 4 | 167082 | 4.0% |
| 6 | 137821 | 3.3% |
| 9 | 116564 | 2.8% |
| Other values (3) | 290522 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4190374 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 729485 | |
| I | 586642 | |
| P | 586642 | |
| _ | 586642 | |
| 1 | 516352 | |
| 5 | 294489 | |
| 2 | 178133 | 4.3% |
| 4 | 167082 | 4.0% |
| 6 | 137821 | 3.3% |
| 9 | 116564 | 2.8% |
| Other values (3) | 290522 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4190374 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 729485 | |
| I | 586642 | |
| P | 586642 | |
| _ | 586642 | |
| 1 | 516352 | |
| 5 | 294489 | |
| 2 | 178133 | 4.3% |
| 4 | 167082 | 4.0% |
| 6 | 137821 | 3.3% |
| 9 | 116564 | 2.8% |
| Other values (3) | 290522 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4190374 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 729485 | |
| I | 586642 | |
| P | 586642 | |
| _ | 586642 | |
| 1 | 516352 | |
| 5 | 294489 | |
| 2 | 178133 | 4.3% |
| 4 | 167082 | 4.0% |
| 6 | 137821 | 3.3% |
| 9 | 116564 | 2.8% |
| Other values (3) | 290522 | 6.9% |
Port number
Real number (ℝ)
Zeros
| Distinct | 34137 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25066.609 |
| Minimum | 0 |
|---|---|
| Maximum | 65535 |
| Zeros | 138720 |
| Zeros (%) | 23.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 53 |
| median | 6881 |
| Q3 | 51413 |
| 95-th percentile | 61994 |
| Maximum | 65535 |
| Range | 65535 |
| Interquartile range (IQR) | 51360 |
Descriptive statistics
| Standard deviation | 25775.209 |
|---|---|
| Coefficient of variation (CV) | 1.0282687 |
| Kurtosis | -1.7678858 |
| Mean | 25066.609 |
| Median Absolute Deviation (MAD) | 6881 |
| Skewness | 0.25110692 |
| Sum | 1.4705126 × 1010 |
| Variance | 6.6436138 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 138720 | |
| 4500 | 53741 | 9.2% |
| 49261 | 53365 | 9.1% |
| 443 | 43330 | 7.4% |
| 51413 | 22287 | 3.8% |
| 80 | 19350 | 3.3% |
| 60645 | 18397 | 3.1% |
| 53 | 16013 | 2.7% |
| 22000 | 7024 | 1.2% |
| 63396 | 4925 | 0.8% |
| Other values (34127) | 209490 |
| Value | Count | Frequency (%) |
| 0 | 138720 | |
| 1 | 1 | < 0.1% |
| 12 | 36 | < 0.1% |
| 20 | 24 | < 0.1% |
| 22 | 2876 | 0.5% |
| 23 | 20 | < 0.1% |
| 25 | 1146 | 0.2% |
| 53 | 16013 | 2.7% |
| 68 | 1 | < 0.1% |
| 80 | 19350 | 3.3% |
| Value | Count | Frequency (%) |
| 65535 | 19 | |
| 65534 | 2 | < 0.1% |
| 65533 | 4 | < 0.1% |
| 65532 | 3 | < 0.1% |
| 65531 | 7 | < 0.1% |
| 65529 | 4 | < 0.1% |
| 65528 | 5 | < 0.1% |
| 65527 | 1 | < 0.1% |
| 65526 | 3 | < 0.1% |
| 65525 | 13 |
Attack code
Categorical
Imbalance
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.5 MiB |
| High volume traffic | |
|---|---|
| Suspicious traffic | 38425 |
| Generic UDP | 7239 |
| Suspicious traffic, CLDAP | 5000 |
| Suspicious traffic, DNS | 4810 |
| Other values (43) | 11076 |
Length
| Max length | 57 |
|---|---|
| Median length | 19 |
| Mean length | 18.945058 |
| Min length | 3 |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | High volume traffic |
|---|---|
| 2nd row | High volume traffic |
| 3rd row | High volume traffic |
| 4th row | High volume traffic |
| 5th row | High volume traffic |
Common Values
| Value | Count | Frequency (%) |
| High volume traffic | 520092 | |
| Suspicious traffic | 38425 | 6.5% |
| Generic UDP | 7239 | 1.2% |
| Suspicious traffic, CLDAP | 5000 | 0.9% |
| Suspicious traffic, DNS | 4810 | 0.8% |
| CLDAP, High volume traffic | 4308 | 0.7% |
| NTP | 1175 | 0.2% |
| Suspicious traffic, NTP | 1020 | 0.2% |
| DNS, High volume traffic | 1015 | 0.2% |
| CLDAP | 708 | 0.1% |
| Other values (38) | 2850 | 0.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| traffic | 576264 | |
| high | 526205 | |
| volume | 526205 | |
| suspicious | 50059 | 2.9% |
| cldap | 10658 | 0.6% |
| dns | 7522 | 0.4% |
| generic | 7240 | 0.4% |
| udp | 7240 | 0.4% |
| ntp | 2481 | 0.1% |
| ssdp | 445 | < 0.1% |
| Other values (13) | 1900 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 1210179 | 10.9% |
| f | 1152875 | 10.4% |
| 1129577 | 10.2% | |
| c | 633979 | 5.7% |
| u | 626323 | 5.6% |
| r | 583851 | 5.3% |
| t | 577795 | 5.2% |
| a | 577386 | 5.2% |
| o | 576641 | 5.2% |
| e | 541042 | 4.9% |
| Other values (29) | 3504319 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11113967 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 1210179 | 10.9% |
| f | 1152875 | 10.4% |
| 1129577 | 10.2% | |
| c | 633979 | 5.7% |
| u | 626323 | 5.6% |
| r | 583851 | 5.3% |
| t | 577795 | 5.2% |
| a | 577386 | 5.2% |
| o | 576641 | 5.2% |
| e | 541042 | 4.9% |
| Other values (29) | 3504319 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11113967 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 1210179 | 10.9% |
| f | 1152875 | 10.4% |
| 1129577 | 10.2% | |
| c | 633979 | 5.7% |
| u | 626323 | 5.6% |
| r | 583851 | 5.3% |
| t | 577795 | 5.2% |
| a | 577386 | 5.2% |
| o | 576641 | 5.2% |
| e | 541042 | 4.9% |
| Other values (29) | 3504319 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11113967 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 1210179 | 10.9% |
| f | 1152875 | 10.4% |
| 1129577 | 10.2% | |
| c | 633979 | 5.7% |
| u | 626323 | 5.6% |
| r | 583851 | 5.3% |
| t | 577795 | 5.2% |
| a | 577386 | 5.2% |
| o | 576641 | 5.2% |
| e | 541042 | 4.9% |
| Other values (29) | 3504319 |
Packet speed
Real number (ℝ)
High correlation
| Distinct | 6173 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78997.206 |
| Minimum | 10500 |
|---|---|
| Maximum | 3906400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 MiB |
Quantile statistics
| Minimum | 10500 |
|---|---|
| 5-th percentile | 51300 |
| Q1 | 56800 |
| median | 64500 |
| Q3 | 77300 |
| 95-th percentile | 140100 |
| Maximum | 3906400 |
| Range | 3895900 |
| Interquartile range (IQR) | 20500 |
Descriptive statistics
| Standard deviation | 84232.366 |
|---|---|
| Coefficient of variation (CV) | 1.0662702 |
| Kurtosis | 425.22554 |
| Mean | 78997.206 |
| Median Absolute Deviation (MAD) | 9100 |
| Skewness | 17.076545 |
| Sum | 4.6343079 × 1010 |
| Variance | 7.0950915 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 51600 | 2731 | 0.5% |
| 51000 | 2720 | 0.5% |
| 50400 | 2651 | 0.5% |
| 51300 | 2651 | 0.5% |
| 51900 | 2629 | 0.4% |
| 54000 | 2619 | 0.4% |
| 52200 | 2606 | 0.4% |
| 56400 | 2563 | 0.4% |
| 52800 | 2528 | 0.4% |
| 52500 | 2489 | 0.4% |
| Other values (6163) | 560455 |
| Value | Count | Frequency (%) |
| 10500 | 1 | |
| 10600 | 1 | |
| 11800 | 1 | |
| 12600 | 1 | |
| 12800 | 1 | |
| 13100 | 1 | |
| 13900 | 1 | |
| 14000 | 1 | |
| 14100 | 1 | |
| 14300 | 2 |
| Value | Count | Frequency (%) |
| 3906400 | 1 | |
| 3905500 | 1 | |
| 3882900 | 1 | |
| 3850000 | 1 | |
| 3763300 | 1 | |
| 3761200 | 1 | |
| 3731900 | 1 | |
| 3684100 | 1 | |
| 3677400 | 1 | |
| 3314900 | 1 |
Data speed
Real number (ℝ)
High correlation
| Distinct | 1523 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.254136 |
| Minimum | 0 |
|---|---|
| Maximum | 2744 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 68 |
| median | 80 |
| Q3 | 96 |
| 95-th percentile | 146 |
| Maximum | 2744 |
| Range | 2744 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 83.816683 |
|---|---|
| Coefficient of variation (CV) | 0.96060412 |
| Kurtosis | 270.61114 |
| Mean | 87.254136 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 13.279122 |
| Sum | 51186941 |
| Variance | 7025.2363 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 72 | 15894 | 2.7% |
| 73 | 15192 | 2.6% |
| 74 | 14327 | 2.4% |
| 75 | 13506 | 2.3% |
| 76 | 13196 | 2.2% |
| 77 | 12790 | 2.2% |
| 78 | 12456 | 2.1% |
| 71 | 12032 | 2.1% |
| 5 | 12002 | 2.0% |
| 79 | 11922 | 2.0% |
| Other values (1513) | 453325 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 102 | < 0.1% |
| 3 | 5113 | |
| 4 | 8296 | |
| 5 | 12002 | |
| 6 | 10238 | |
| 7 | 4738 | 0.8% |
| 8 | 1274 | 0.2% |
| 9 | 731 | 0.1% |
| Value | Count | Frequency (%) |
| 2744 | 1 | |
| 2711 | 1 | |
| 2704 | 1 | |
| 2691 | 1 | |
| 2685 | 1 | |
| 2678 | 1 | |
| 2657 | 1 | |
| 2644 | 1 | |
| 2641 | 2 | |
| 2635 | 1 |
Avg packet len
Real number (ℝ)
Zeros
| Distinct | 1447 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 974.81376 |
| Minimum | 0 |
|---|---|
| Maximum | 1518 |
| Zeros | 95644 |
| Zeros (%) | 16.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 594 |
| median | 1263 |
| Q3 | 1439 |
| 95-th percentile | 1498 |
| Maximum | 1518 |
| Range | 1518 |
| Interquartile range (IQR) | 845 |
Descriptive statistics
| Standard deviation | 567.81661 |
|---|---|
| Coefficient of variation (CV) | 0.58248727 |
| Kurtosis | -0.93527468 |
| Mean | 974.81376 |
| Median Absolute Deviation (MAD) | 213 |
| Skewness | -0.8574472 |
| Sum | 5.718667 × 108 |
| Variance | 322415.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 95644 | 16.3% |
| 66 | 14588 | 2.5% |
| 1064 | 14206 | 2.4% |
| 780 | 13955 | 2.4% |
| 1028 | 13406 | 2.3% |
| 1506 | 11509 | 2.0% |
| 1296 | 9260 | 1.6% |
| 1475 | 8245 | 1.4% |
| 1486 | 7545 | 1.3% |
| 1498 | 6793 | 1.2% |
| Other values (1437) | 391491 |
| Value | Count | Frequency (%) |
| 0 | 95644 | |
| 21 | 1 | < 0.1% |
| 47 | 2 | < 0.1% |
| 50 | 1 | < 0.1% |
| 51 | 14 | < 0.1% |
| 52 | 12 | < 0.1% |
| 57 | 1 | < 0.1% |
| 63 | 2 | < 0.1% |
| 65 | 34 | < 0.1% |
| 66 | 14588 | 2.5% |
| Value | Count | Frequency (%) |
| 1518 | 5379 | |
| 1517 | 126 | < 0.1% |
| 1516 | 12 | < 0.1% |
| 1515 | 20 | < 0.1% |
| 1514 | 21 | < 0.1% |
| 1513 | 22 | < 0.1% |
| 1512 | 282 | < 0.1% |
| 1511 | 11 | < 0.1% |
| 1510 | 244 | < 0.1% |
| 1509 | 28 | < 0.1% |
Source IP count
Real number (ℝ)
Skewed
| Distinct | 2658 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.902049 |
| Minimum | 0 |
|---|---|
| Maximum | 11557 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 6 |
| 95-th percentile | 158 |
| Maximum | 11557 |
| Range | 11557 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 258.85221 |
|---|---|
| Coefficient of variation (CV) | 7.0145754 |
| Kurtosis | 561.67489 |
| Mean | 36.902049 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 20.648398 |
| Sum | 21648292 |
| Variance | 67004.466 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 265496 | |
| 2 | 58781 | 10.0% |
| 3 | 45778 | 7.8% |
| 4 | 36755 | 6.3% |
| 5 | 29168 | 5.0% |
| 6 | 22546 | 3.8% |
| 7 | 17169 | 2.9% |
| 8 | 13140 | 2.2% |
| 9 | 10123 | 1.7% |
| 10 | 8222 | 1.4% |
| Other values (2648) | 79464 | 13.5% |
| Value | Count | Frequency (%) |
| 0 | 13 | < 0.1% |
| 1 | 265496 | |
| 2 | 58781 | 10.0% |
| 3 | 45778 | 7.8% |
| 4 | 36755 | 6.3% |
| 5 | 29168 | 5.0% |
| 6 | 22546 | 3.8% |
| 7 | 17169 | 2.9% |
| 8 | 13140 | 2.2% |
| 9 | 10123 | 1.7% |
| Value | Count | Frequency (%) |
| 11557 | 1 | |
| 11458 | 1 | |
| 10769 | 1 | |
| 10696 | 1 | |
| 10569 | 1 | |
| 10561 | 1 | |
| 10263 | 1 | |
| 10227 | 1 | |
| 10214 | 1 | |
| 10150 | 1 |
Time
Date
| Distinct | 528045 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.5 MiB |
| Minimum | 2022-08-08 18:09:36 |
|---|---|
| Maximum | 2023-04-27 12:36:44 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Interactions
Correlations
| Attack ID | Attack code | Avg packet len | Data speed | Detect count | Packet speed | Port number | Source IP count | |
|---|---|---|---|---|---|---|---|---|
| Attack ID | 1.000 | 0.242 | 0.312 | -0.080 | 0.280 | -0.205 | -0.236 | 0.293 |
| Attack code | 0.242 | 1.000 | 0.334 | 0.440 | 0.108 | 0.452 | 0.125 | 0.430 |
| Avg packet len | 0.312 | 0.334 | 1.000 | 0.195 | 0.106 | -0.190 | -0.045 | 0.055 |
| Data speed | -0.080 | 0.440 | 0.195 | 1.000 | -0.183 | 0.637 | 0.138 | -0.137 |
| Detect count | 0.280 | 0.108 | 0.106 | -0.183 | 1.000 | -0.046 | -0.195 | 0.295 |
| Packet speed | -0.205 | 0.452 | -0.190 | 0.637 | -0.046 | 1.000 | 0.213 | 0.052 |
| Port number | -0.236 | 0.125 | -0.045 | 0.138 | -0.195 | 0.213 | 1.000 | -0.072 |
| Source IP count | 0.293 | 0.430 | 0.055 | -0.137 | 0.295 | 0.052 | -0.072 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Attack ID | Detect count | Victim IP | Port number | Attack code | Packet speed | Data speed | Avg packet len | Source IP count | Time | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | IP_0001 | 4500 | High volume traffic | 55600 | 73 | 1383 | 6 | 2022-08-08 18:09:36 |
| 1 | 2 | 1 | IP_0002 | 4500 | High volume traffic | 63500 | 90 | 1506 | 1 | 2022-08-08 18:37:28 |
| 2 | 3 | 1 | IP_0003 | 1200 | High volume traffic | 59700 | 79 | 1399 | 1 | 2022-08-08 18:41:25 |
| 3 | 3 | 2 | IP_0003 | 1200 | High volume traffic | 65700 | 86 | 1399 | 1 | 2022-08-08 18:41:26 |
| 4 | 4 | 1 | IP_0002 | 4500 | High volume traffic | 59500 | 85 | 1486 | 1 | 2022-08-08 18:47:49 |
| 5 | 5 | 1 | IP_0004 | 12347 | High volume traffic | 74800 | 108 | 1518 | 1 | 2022-08-08 18:57:15 |
| 6 | 5 | 2 | IP_0004 | 12347 | High volume traffic | 81700 | 118 | 1518 | 1 | 2022-08-08 18:58:11 |
| 7 | 6 | 1 | IP_0005 | 45574 | Suspicious traffic | 89100 | 21 | 246 | 1 | 2022-08-08 19:09:29 |
| 8 | 7 | 1 | IP_0001 | 4500 | High volume traffic | 61100 | 81 | 1404 | 3 | 2022-08-08 19:11:36 |
| 9 | 7 | 2 | IP_0001 | 4500 | High volume traffic | 75400 | 100 | 1386 | 3 | 2022-08-08 19:11:37 |
| Attack ID | Detect count | Victim IP | Port number | Attack code | Packet speed | Data speed | Avg packet len | Source IP count | Time | |
|---|---|---|---|---|---|---|---|---|---|---|
| 586632 | 134764 | 1 | IP_0010 | 60513 | High volume traffic | 60000 | 75 | 1320 | 4 | 2023-04-27 12:31:05 |
| 586633 | 134764 | 2 | IP_0010 | 0 | High volume traffic | 53400 | 67 | 1322 | 5 | 2023-04-27 12:31:06 |
| 586634 | 134765 | 1 | IP_0023 | 48529 | High volume traffic | 73100 | 85 | 1185 | 2 | 2023-04-27 12:31:10 |
| 586635 | 134766 | 1 | IP_17827 | 0 | High volume traffic | 52200 | 74 | 1506 | 1 | 2023-04-27 12:31:20 |
| 586636 | 134765 | 2 | IP_0023 | 61167 | High volume traffic | 60000 | 67 | 1257 | 5 | 2023-04-27 12:32:28 |
| 586637 | 134767 | 1 | IP_17466 | 0 | High volume traffic | 51300 | 64 | 1325 | 1 | 2023-04-27 12:32:29 |
| 586638 | 134768 | 1 | IP_0157 | 4631 | High volume traffic | 69000 | 83 | 1266 | 1 | 2023-04-27 12:32:51 |
| 586639 | 134768 | 2 | IP_0157 | 4631 | High volume traffic | 54200 | 65 | 1268 | 1 | 2023-04-27 12:32:52 |
| 586640 | 134764 | 3 | IP_0010 | 52288 | High volume traffic | 69700 | 88 | 1318 | 7 | 2023-04-27 12:35:18 |
| 586641 | 134769 | 1 | IP_0040 | 60339 | High volume traffic | 60500 | 73 | 1278 | 3 | 2023-04-27 12:36:44 |